<!DOCTYPE html>
<html lang="English"
      data-content_root="../../../"
      x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }"
      x-init="$watch('darkMode', val => localStorage.setItem('darkMode', val))"
      class="scroll-smooth"
      :class="{'dark': darkMode === 'dark' || (darkMode === 'system' && window.matchMedia('(prefers-color-scheme: dark)').matches)}"
>
<head>
  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
  <meta charset="utf-8" />
  <meta name="theme-color" media="(prefers-color-scheme: light)" content="white" />
  <meta name="theme-color" media="(prefers-color-scheme: dark)" content="black" />
  
    <title>isek.agent.abstract_agent | ISEK 0.1 documentation</title>
    <meta property="og:title" content="isek.agent.abstract_agent | ISEK 0.1 documentation" />
    <meta name="twitter:title" content="isek.agent.abstract_agent | ISEK 0.1 documentation" />
      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=e72c8e07" />
      <link rel="stylesheet" type="text/css" href="../../../_static/theme.css?v=42baaae4" />
        <link rel="search" title="Search" href="../../../search.html" />
        <link rel="index" title="Index" href="../../../genindex.html" />

    <script>
    <!-- Prevent Flash of wrong theme -->
      const userPreference = localStorage.getItem('darkMode');
      let mode;
      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
        mode = 'dark';
        document.documentElement.classList.add('dark');
      } else {
        mode = 'light';
      }
      if (!userPreference) {localStorage.setItem('darkMode', mode)}
    </script>
</head>
  <body x-data="{ showSidebar: false, showScrollTop: false }" class="min-h-screen font-sans antialiased bg-background text-foreground" :class="{ 'overflow-hidden': showSidebar }">
    <div x-cloak x-show="showSidebar" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" @click.self="showSidebar = false"></div><div id="page" class="relative flex flex-col min-h-screen"><a href="#content" class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100">
      Skip to content
    </a><header
  class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
    <div class="hidden mr-4 md:flex">
      <a href="../../../index.html" class="flex items-center mr-6"><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">ISEK 0.1 documentation</span>
      </a></div><button
      class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden"
      type="button" @click="showSidebar = true">
      <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" aria-hidden="true"
        fill="currentColor">
        <path
          d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z" />
      </svg>
      <span class="sr-only">Toggle navigation menu</span>
    </button>
    <div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
      <div class="flex-1 w-full md:w-auto md:flex-none"><form id="searchbox"
      action="../../../search.html"
      method="get"
      class="relative flex items-center group"
      @keydown.k.window.meta="$refs.search.focus()">
  <input x-ref="search"
          name="q"
          id="search-input"
          type="search"
          aria-label="Search the docs"
          placeholder="Search ..."
          class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" />
  <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
    <span class="text-xs">⌘</span>
    K
  </kbd>
</form>
      </div>
      <nav class="flex items-center space-x-1">
        <button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'"
          class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9"
          type="button"
          aria-label="Color theme switcher">
          <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor"
            class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0">
            <path
              d="M480 685q45.456 0 77.228-31.772Q589 621.456 589 576q0-45.456-31.772-77.228Q525.456 467 480 467q-45.456 0-77.228 31.772Q371 530.544 371 576q0 45.456 31.772 77.228Q434.544 685 480 685Zm0 91q-83 0-141.5-58.5T280 576q0-83 58.5-141.5T480 376q83 0 141.5 58.5T680 576q0 83-58.5 141.5T480 776ZM80 621.5q-19.152 0-32.326-13.174T34.5 576q0-19.152 13.174-32.326T80 530.5h80q19.152 0 32.326 13.174T205.5 576q0 19.152-13.174 32.326T160 621.5H80Zm720 0q-19.152 0-32.326-13.174T754.5 576q0-19.152 13.174-32.326T800 530.5h80q19.152 0 32.326 13.174T925.5 576q0 19.152-13.174 32.326T880 621.5h-80Zm-320-320q-19.152 0-32.326-13.174T434.5 256v-80q0-19.152 13.174-32.326T480 130.5q19.152 0 32.326 13.174T525.5 176v80q0 19.152-13.174 32.326T480 301.5Zm0 720q-19.152 0-32.326-13.17Q434.5 995.152 434.5 976v-80q0-19.152 13.174-32.326T480 850.5q19.152 0 32.326 13.174T525.5 896v80q0 19.152-13.174 32.33-13.174 13.17-32.326 13.17ZM222.174 382.065l-43-42Q165.5 327.391 166 308.239t13.174-33.065q13.435-13.674 32.587-13.674t32.065 13.674l42.239 43q12.674 13.435 12.555 31.706-.12 18.272-12.555 31.946-12.674 13.674-31.445 13.413-18.772-.261-32.446-13.174Zm494 494.761-42.239-43q-12.674-13.435-12.674-32.087t12.674-31.565Q686.609 756.5 705.38 757q18.772.5 32.446 13.174l43 41.761Q794.5 824.609 794 843.761t-13.174 33.065Q767.391 890.5 748.239 890.5t-32.065-13.674Zm-42-494.761Q660.5 369.391 661 350.62q.5-18.772 13.174-32.446l41.761-43Q728.609 261.5 747.761 262t33.065 13.174q13.674 13.435 13.674 32.587t-13.674 32.065l-43 42.239q-13.435 12.674-31.706 12.555-18.272-.12-31.946-12.555Zm-495 494.761Q165.5 863.391 165.5 844.239t13.674-32.065l43-42.239q13.435-12.674 32.087-12.674t31.565 12.674Q299.5 782.609 299 801.38q-.5 18.772-13.174 32.446l-41.761 43Q231.391 890.5 212.239 890t-33.065-13.174ZM480 576Z" />
          </svg>
          <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor"
            class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100">
            <path
              d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z" />
          </svg>
        </button>
      </nav>
    </div>
  </div>
</header>

    <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside id="left-sidebar"
  class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky"
  :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }">

    <a href="../../../index.html" class="!justify-start text-sm md:!hidden bg-background"><span class="font-bold text-clip whitespace-nowrap">ISEK 0.1 documentation</span>
    </a>

    <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
      <div class="overflow-y-auto h-full w-full relative pr-6"><nav class="table w-full min-w-full my-6 lg:my-8">
  <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../../../quickstart.html">Quick Start</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../user_guide/index.html">User Guide</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../user_guide/concepts.html">Concepts</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../user_guide/agents.html">Agents</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../user_guide/configuration.html">Configuration</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">API Reference</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../../api/core.html">Core Components</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/agent.html">Agent Module</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/llm.html">Large Language Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/embedding.html">Embedding</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/node.html">Node</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../../api/util.html">Util</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../../contributing.html">Contributing</a></li>
</ul>

</nav>
      </div>
    </div>
    <button type="button" @click="showSidebar = false"
      class="absolute md:hidden right-4 top-4 rounded-sm opacity-70 transition-opacity hover:opacity-100">
      <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor"
        stroke="none" class="h-4 w-4">
        <path
          d="M480 632 284 828q-11 11-28 11t-28-11q-11-11-11-28t11-28l196-196-196-196q-11-11-11-28t11-28q11-11 28-11t28 11l196 196 196-196q11-11 28-11t28 11q11 11 11 28t-11 28L536 576l196 196q11 11 11 28t-11 28q-11 11-28 11t-28-11L480 632Z" />
      </svg>
    </button>
  </aside>
        <main class="relative py-6 lg:gap-10 lg:py-8 xl:grid xl:grid-cols-[1fr_300px]">
<div class="w-full min-w-0 mx-auto">
<nav aria-label="breadcrumbs"
     class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
  <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground"
     href="../../../index.html">
    <span class="hidden md:inline">ISEK 0.1 documentation</span>
    <svg xmlns="http://www.w3.org/2000/svg"
         height="18"
         width="18"
         viewBox="0 96 960 960"
         aria-label="Home"
         fill="currentColor"
         stroke="none"
         class="md:hidden">
      <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z" />
    </svg>
  </a>
  
<div class="mr-1">/</div><a class="hover:text-foreground overflow-hidden text-ellipsis whitespace-nowrap"
       href="../../index.html">Module code</a>
    
<div class="mr-1">/</div><span aria-current="page"
        class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">isek.agent.abstract_agent</span>
</nav>

    <div id="content" role="main">
      <h1>Source code for isek.agent.abstract_agent</h1><div class="highlight"><pre>
<span></span><code><span id="line-1"><span class="kn">from</span><span class="w"> </span><span class="nn">abc</span><span class="w"> </span><span class="kn">import</span> <span class="n">ABC</span><span class="p">,</span> <span class="n">abstractmethod</span>
</span><span id="line-2"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.llm.openai_model</span><span class="w"> </span><span class="kn">import</span> <span class="n">OpenAIModel</span>
</span><span id="line-3"><span class="c1"># from isek.embedding.openai_embedding import OpenAIEmbedding</span>
</span><span id="line-4"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.llm.abstract_model</span><span class="w"> </span><span class="kn">import</span> <span class="n">AbstractModel</span>
</span><span id="line-5"><span class="c1"># from isek.embedding.abstract_embedding import AbstractEmbedding</span>
</span><span id="line-6"><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Callable</span>
</span><span id="line-7"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.agent.persona</span><span class="w"> </span><span class="kn">import</span> <span class="n">Persona</span>
</span><span id="line-8"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.agent.memory</span><span class="w"> </span><span class="kn">import</span> <span class="n">AgentMemory</span>
</span><span id="line-9"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.agent.toolbox</span><span class="w"> </span><span class="kn">import</span> <span class="n">ToolBox</span>
</span><span id="line-10"><span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
</span><span id="line-11"><span class="c1"># add logging</span>
</span><span id="line-12"><span class="kn">from</span><span class="w"> </span><span class="nn">isek.util.logger</span><span class="w"> </span><span class="kn">import</span> <span class="n">logger</span>
</span><span id="line-13">
</span><span id="line-14">
<div class="viewcode-block" id="AbstractAgent">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent">[docs]</a>
</span><span id="line-15"><span class="k">class</span><span class="w"> </span><span class="nc">AbstractAgent</span><span class="p">(</span><span class="n">ABC</span><span class="p">):</span>
</span><span id="line-16"><span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-17"><span class="sd">    An abstract base class for creating intelligent agents.</span>
</span><span id="line-18">
</span><span id="line-19"><span class="sd">    This class provides a foundational structure for agents, including</span>
</span><span id="line-20"><span class="sd">    persona management, interaction with language models, memory,</span>
</span><span id="line-21"><span class="sd">    and tool usage.</span>
</span><span id="line-22"><span class="sd">    &quot;&quot;&quot;</span>
</span><span id="line-23">    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
</span><span id="line-24">            <span class="bp">self</span><span class="p">,</span>
</span><span id="line-25">            <span class="n">persona</span><span class="p">:</span> <span class="n">Persona</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-26">            <span class="n">model</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">AbstractModel</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-27">            <span class="n">tools</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Callable</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-28">            <span class="n">deepthink_enabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="line-29">            <span class="o">**</span><span class="n">kwargs</span>
</span><span id="line-30">    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="line-31"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-32"><span class="sd">        Initializes the AbstractAgent.</span>
</span><span id="line-33">
</span><span id="line-34"><span class="sd">        :param persona: The persona defining the agent&#39;s characteristics and behavior.</span>
</span><span id="line-35"><span class="sd">                        Defaults to :class:`isek.agent.persona.Persona.default()` if None.</span>
</span><span id="line-36"><span class="sd">        :type persona: typing.Optional[isek.agent.persona.Persona]</span>
</span><span id="line-37"><span class="sd">        :param model: The language model to be used by the agent.</span>
</span><span id="line-38"><span class="sd">                      Defaults to :class:`isek.llm.openai_model.OpenAIModel()` if None.</span>
</span><span id="line-39"><span class="sd">        :type model: typing.Optional[isek.llm.abstract_model.AbstractModel]</span>
</span><span id="line-40"><span class="sd">        :param tools: A list of callable tools that the agent can use. Defaults to None.</span>
</span><span id="line-41"><span class="sd">        :type tools: typing.Optional[typing.List[typing.Callable]]</span>
</span><span id="line-42"><span class="sd">        :param deepthink_enabled: A flag to enable or disable the deep thinking capability.</span>
</span><span id="line-43"><span class="sd">                                  Defaults to False.</span>
</span><span id="line-44"><span class="sd">        :type deepthink_enabled: bool</span>
</span><span id="line-45"><span class="sd">        :param kwargs: Additional keyword arguments for future compatibility or extensions.</span>
</span><span id="line-46"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-47">        <span class="bp">self</span><span class="o">.</span><span class="n">persona</span> <span class="o">=</span> <span class="n">persona</span> <span class="ow">or</span> <span class="n">Persona</span><span class="o">.</span><span class="n">default</span><span class="p">()</span>
</span><span id="line-48">        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span> <span class="ow">or</span> <span class="n">OpenAIModel</span><span class="p">()</span>
</span><span id="line-49">        <span class="bp">self</span><span class="o">.</span><span class="n">memory_manager</span> <span class="o">=</span> <span class="n">AgentMemory</span><span class="p">()</span>
</span><span id="line-50">        <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span> <span class="o">=</span> <span class="n">ToolBox</span><span class="p">(</span><span class="n">persona</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="p">)</span>
</span><span id="line-51">        <span class="bp">self</span><span class="o">.</span><span class="n">deepthink_enabled</span> <span class="o">=</span> <span class="n">deepthink_enabled</span>
</span><span id="line-52">        <span class="c1"># Register action tools</span>
</span><span id="line-53">        <span class="k">if</span> <span class="n">tools</span><span class="p">:</span>
</span><span id="line-54">            <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">register_tools</span><span class="p">(</span><span class="n">tools</span><span class="p">)</span>
</span><span id="line-55">
<div class="viewcode-block" id="AbstractAgent.build">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.build">[docs]</a>
</span><span id="line-56">    <span class="nd">@abstractmethod</span>
</span><span id="line-57">    <span class="k">def</span><span class="w"> </span><span class="nf">build</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">daemon</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
</span><span id="line-58"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-59"><span class="sd">        Abstract method to build or set up the agent.</span>
</span><span id="line-60">
</span><span id="line-61"><span class="sd">        This method should be implemented by subclasses to perform any</span>
</span><span id="line-62"><span class="sd">        necessary initialization or setup before the agent starts running.</span>
</span><span id="line-63">
</span><span id="line-64"><span class="sd">        :param daemon: If True, the agent might be set up to run as a daemon process.</span>
</span><span id="line-65"><span class="sd">                       Defaults to False.</span>
</span><span id="line-66"><span class="sd">        :type daemon: bool</span>
</span><span id="line-67"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-68">        <span class="k">pass</span></div>

</span><span id="line-69">
<div class="viewcode-block" id="AbstractAgent.run">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.run">[docs]</a>
</span><span id="line-70">    <span class="k">def</span><span class="w"> </span><span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span> <span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="line-71"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-72"><span class="sd">        Runs a single cycle of the agent&#39;s operation.</span>
</span><span id="line-73">
</span><span id="line-74"><span class="sd">        The agent processes the input, generates a response, and logs the interaction.</span>
</span><span id="line-75">
</span><span id="line-76"><span class="sd">        .. note::</span>
</span><span id="line-77"><span class="sd">            The type hint for the return value is ``None``, but the implementation</span>
</span><span id="line-78"><span class="sd">            returns a string response. The docstring reflects the implementation.</span>
</span><span id="line-79"><span class="sd">            Consider updating the type hint to ``-&gt; str`` for consistency.</span>
</span><span id="line-80">
</span><span id="line-81"><span class="sd">        :param input: User instructions or environment signals, such as text.</span>
</span><span id="line-82"><span class="sd">                      Defaults to None.</span>
</span><span id="line-83"><span class="sd">        :type input: typing.Optional[str]</span>
</span><span id="line-84"><span class="sd">        :return: The agent&#39;s response to the input.</span>
</span><span id="line-85"><span class="sd">        :rtype: str</span>
</span><span id="line-86"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-87">        <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">] ++++++++++Cycle Started++++++++++&quot;</span><span class="p">)</span>
</span><span id="line-88">        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">response</span><span class="p">(</span><span class="nb">input</span><span class="p">)</span>
</span><span id="line-89">        <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">][Response]: </span><span class="si">{</span><span class="n">response</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="line-90">        <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">] ----------Cycle Ended------------&quot;</span><span class="p">)</span>
</span><span id="line-91">        
</span><span id="line-92">        <span class="k">return</span> <span class="n">response</span></div>

</span><span id="line-93">    
<div class="viewcode-block" id="AbstractAgent.hearbeat">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.hearbeat">[docs]</a>
</span><span id="line-94">    <span class="k">def</span><span class="w"> </span><span class="nf">hearbeat</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="line-95"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-96"><span class="sd">        Executes a heartbeat cycle for the agent.</span>
</span><span id="line-97">
</span><span id="line-98"><span class="sd">        This function is intended to be called periodically to keep the agent</span>
</span><span id="line-99"><span class="sd">        active or to perform routine tasks when no explicit input is given.</span>
</span><span id="line-100"><span class="sd">        It calls the :meth:`run` method with no input.</span>
</span><span id="line-101"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-102">        <span class="bp">self</span><span class="o">.</span><span class="n">run</span><span class="p">()</span></div>

</span><span id="line-103">        
<div class="viewcode-block" id="AbstractAgent.run_cli">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.run_cli">[docs]</a>
</span><span id="line-104">    <span class="k">def</span><span class="w"> </span><span class="nf">run_cli</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="line-105"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-106"><span class="sd">        Runs the agent in a command-line interface (CLI) mode.</span>
</span><span id="line-107">
</span><span id="line-108"><span class="sd">        This method continuously prompts the user for input and processes it</span>
</span><span id="line-109"><span class="sd">        using the :meth:`run` method until the user types &quot;exit&quot;.</span>
</span><span id="line-110"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-111">        <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
</span><span id="line-112">            <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mf">0.2</span><span class="p">)</span>
</span><span id="line-113">            <span class="n">text</span> <span class="o">=</span> <span class="nb">input</span><span class="p">(</span><span class="s2">&quot;Enter your command: &quot;</span><span class="p">)</span>
</span><span id="line-114">            <span class="k">if</span> <span class="n">text</span> <span class="o">==</span> <span class="s2">&quot;exit&quot;</span><span class="p">:</span>
</span><span id="line-115">                <span class="k">break</span>
</span><span id="line-116">            <span class="bp">self</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">text</span><span class="p">)</span></div>

</span><span id="line-117">            
<div class="viewcode-block" id="AbstractAgent.response">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.response">[docs]</a>
</span><span id="line-118">    <span class="k">def</span><span class="w"> </span><span class="nf">response</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="line-119"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-120"><span class="sd">        Generates a response to the given input.</span>
</span><span id="line-121">
</span><span id="line-122"><span class="sd">        This method orchestrates the agent&#39;s core logic:</span>
</span><span id="line-123"><span class="sd">        </span>
</span><span id="line-124"><span class="sd">        1. Logs the trigger (input or heartbeat).</span>
</span><span id="line-125"><span class="sd">        2. Stores the user input in memory (if provided).</span>
</span><span id="line-126"><span class="sd">        3. Builds prompt templates incorporating persona, system instructions, tools, and conversation history.</span>
</span><span id="line-127"><span class="sd">        4. Optionally performs a &quot;deep think&quot; step to decompose the task.</span>
</span><span id="line-128"><span class="sd">        5. Enters a loop to interact with the language model:</span>
</span><span id="line-129"><span class="sd">           a. Sends the current messages and available tools to the model.</span>
</span><span id="line-130"><span class="sd">           b. Appends the model&#39;s response to the message history.</span>
</span><span id="line-131"><span class="sd">           c. If the response contains content, stores it in memory.</span>
</span><span id="line-132"><span class="sd">           d. If there are no tool calls, returns the content.</span>
</span><span id="line-133"><span class="sd">           e. If there are tool calls, executes each tool, appends the result to messages, and continues the loop.</span>
</span><span id="line-134">
</span><span id="line-135"><span class="sd">        :param input: User instructions or environment signals, such as text.</span>
</span><span id="line-136"><span class="sd">                      The method internally handles cases where `input` might be None or empty,</span>
</span><span id="line-137"><span class="sd">                      though its type hint is `str`.</span>
</span><span id="line-138"><span class="sd">        :type input: str</span>
</span><span id="line-139"><span class="sd">        :return: The agent&#39;s textual response to the input.</span>
</span><span id="line-140"><span class="sd">        :rtype: str</span>
</span><span id="line-141"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-142">        <span class="k">if</span> <span class="nb">input</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">input</span> <span class="o">!=</span> <span class="s2">&quot;&quot;</span><span class="p">:</span>
</span><span id="line-143">            <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">][Trigger: Input]: </span><span class="si">{</span><span class="nb">input</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="line-144">            <span class="bp">self</span><span class="o">.</span><span class="n">memory_manager</span><span class="o">.</span><span class="n">store_memory_item</span><span class="p">(</span><span class="s2">&quot;User:&quot;</span> <span class="o">+</span> <span class="nb">input</span><span class="p">)</span>
</span><span id="line-145">        <span class="k">else</span><span class="p">:</span>
</span><span id="line-146">            <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">][Trigger: Heartbeat]&quot;</span><span class="p">)</span>
</span><span id="line-147">        
</span><span id="line-148">        <span class="c1"># Build template for action phase</span>
</span><span id="line-149">        <span class="n">template</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_templates</span><span class="p">()</span>
</span><span id="line-150">        <span class="c1"># logger.info(f&quot;[{template}] &quot;)</span>
</span><span id="line-151">        
</span><span id="line-152">        <span class="n">messages</span> <span class="o">=</span> <span class="p">[{</span><span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;user&quot;</span><span class="p">,</span> <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="n">template</span><span class="p">}]</span>
</span><span id="line-153">        
</span><span id="line-154">        <span class="c1"># Setup available tools for action phase</span>
</span><span id="line-155">        <span class="n">tools</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">get_tool_names</span><span class="p">()</span>
</span><span id="line-156">        <span class="n">tool_schemas</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">get_tool_schemas</span><span class="p">()</span>
</span><span id="line-157">        
</span><span id="line-158">        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">deepthink_enabled</span><span class="p">:</span>
</span><span id="line-159">            <span class="c1"># Decompose the task into subtasks</span>
</span><span id="line-160">            <span class="n">deepthink</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
</span><span id="line-161">                <span class="n">messages</span><span class="o">=</span><span class="p">[{</span><span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;system&quot;</span><span class="p">,</span> <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="s2">&quot;you are a deep thnker and you are going to think deeply about the user&#39;s task and return yout thinking step as text, limit your think to 50 words&quot;</span><span class="p">}]</span> <span class="o">+</span> <span class="n">messages</span><span class="p">,</span>
</span><span id="line-162">                <span class="n">systems</span><span class="o">=</span><span class="p">[],</span>
</span><span id="line-163">                <span class="n">tool_schemas</span><span class="o">=</span><span class="n">tool_schemas</span> <span class="ow">or</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-164">            <span class="p">)</span><span class="o">.</span><span class="n">choices</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">message</span>
</span><span id="line-165">            <span class="c1"># print(deepthink)</span>
</span><span id="line-166">            <span class="n">messages</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">deepthink</span><span class="p">)</span>
</span><span id="line-167">        
</span><span id="line-168">        <span class="c1"># Main action loop</span>
</span><span id="line-169">        <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
</span><span id="line-170">            <span class="c1"># Get AI completion with tool calling</span>
</span><span id="line-171">            <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
</span><span id="line-172">                <span class="n">messages</span><span class="o">=</span><span class="p">[{</span><span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;system&quot;</span><span class="p">,</span> <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="s2">&quot;you are a helpful assistant&quot;</span><span class="p">}]</span> <span class="o">+</span> <span class="n">messages</span><span class="p">,</span>
</span><span id="line-173">                <span class="n">systems</span><span class="o">=</span><span class="p">[],</span>
</span><span id="line-174">                <span class="n">tool_schemas</span><span class="o">=</span><span class="n">tool_schemas</span> <span class="ow">or</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-175">            <span class="p">)</span><span class="o">.</span><span class="n">choices</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">message</span>
</span><span id="line-176">            <span class="n">messages</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
</span><span id="line-177">            
</span><span id="line-178">            <span class="c1"># Process text response</span>
</span><span id="line-179">            <span class="k">if</span> <span class="n">response</span><span class="o">.</span><span class="n">content</span><span class="p">:</span>
</span><span id="line-180">                <span class="bp">self</span><span class="o">.</span><span class="n">memory_manager</span><span class="o">.</span><span class="n">store_memory_item</span><span class="p">(</span><span class="s2">&quot;Agent:&quot;</span> <span class="o">+</span> <span class="n">response</span><span class="o">.</span><span class="n">content</span><span class="p">)</span>
</span><span id="line-181">                
</span><span id="line-182">            <span class="c1"># Check if we&#39;re done with tool calls</span>
</span><span id="line-183">            <span class="k">if</span> <span class="ow">not</span> <span class="n">response</span><span class="o">.</span><span class="n">tool_calls</span><span class="p">:</span>
</span><span id="line-184">                <span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">content</span>
</span><span id="line-185">
</span><span id="line-186">            <span class="c1"># Handle tool calls</span>
</span><span id="line-187">            <span class="k">for</span> <span class="n">tool_call</span> <span class="ow">in</span> <span class="n">response</span><span class="o">.</span><span class="n">tool_calls</span><span class="p">:</span>
</span><span id="line-188">                <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">execute_tool_call</span><span class="p">(</span><span class="n">tool_call</span><span class="o">=</span><span class="n">tool_call</span><span class="p">)</span>
</span><span id="line-189">                <span class="n">result_message</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="line-190">                    <span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;tool&quot;</span><span class="p">,</span>
</span><span id="line-191">                    <span class="s2">&quot;tool_call_id&quot;</span><span class="p">:</span> <span class="n">tool_call</span><span class="o">.</span><span class="n">id</span><span class="p">,</span>
</span><span id="line-192">                    <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="n">result</span><span class="p">,</span>
</span><span id="line-193">                <span class="p">}</span>
</span><span id="line-194">                <span class="n">messages</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">result_message</span><span class="p">)</span></div>

</span><span id="line-195">            
</span><span id="line-196">    <span class="k">def</span><span class="w"> </span><span class="nf">_build_templates</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="line-197"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-198"><span class="sd">        Builds the prompt templates for the agent&#39;s interaction with the LLM.</span>
</span><span id="line-199">
</span><span id="line-200"><span class="sd">        This method aggregates various pieces of information, such as persona details</span>
</span><span id="line-201"><span class="sd">        (name, bio, lore, knowledge), system instructions, routine tasks (if any),</span>
</span><span id="line-202"><span class="sd">        available tools, and recent conversation history, into a structured prompt string.</span>
</span><span id="line-203">
</span><span id="line-204"><span class="sd">        :return: A string containing the compiled prompt templates.</span>
</span><span id="line-205"><span class="sd">        :rtype: str</span>
</span><span id="line-206"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-207">        <span class="c1"># Get recent memory items</span>
</span><span id="line-208">        <span class="n">recent_memory</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">memory_manager</span><span class="o">.</span><span class="n">get_recent_memory_items</span><span class="p">()</span>
</span><span id="line-209">        <span class="c1"># state = self.memory_manager.get_all_state_variables()</span>
</span><span id="line-210">        <span class="c1"># tasks = self.memory_manager.get_pending_tasks()</span>
</span><span id="line-211">       
</span><span id="line-212">        <span class="c1"># Return all templates as a dictionary</span>
</span><span id="line-213">        <span class="n">routine</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
</span><span id="line-214">        <span class="k">if</span> <span class="s2">&quot;routine&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="vm">__dict__</span><span class="p">:</span>
</span><span id="line-215">            <span class="n">routine</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">routine</span>
</span><span id="line-216">        
</span><span id="line-217">        <span class="n">templates</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="line-218">            <span class="s2">&quot;persona&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;&#39;&#39;       </span>
</span><span id="line-219"><span class="s1">                &quot;You Name is:</span>
</span><span id="line-220"><span class="s1">                &quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-221"><span class="s1">                &quot;You are a </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">bio</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-222"><span class="s1">                &quot;Your mission is to </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">lore</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-223"><span class="s1">                &quot;You have the following knowledge: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">knowledge</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-224"><span class="s1">            &#39;&#39;&#39;</span><span class="p">,</span>
</span><span id="line-225">            <span class="s2">&quot;system&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;&#39;&#39;</span>
</span><span id="line-226"><span class="s1">                &quot;You have the freedom to reason and act to help you achieve your goal.&quot;</span>
</span><span id="line-227"><span class="s1">                &quot;try your best to use tools to improve responses quality.&quot;</span>
</span><span id="line-228"><span class="s1">                &quot;please be concise and clear in your responses.&quot;</span>
</span><span id="line-229"><span class="s1">                &quot;in most cases, you should only provide one or two sentence.&quot;</span>
</span><span id="line-230"><span class="s1">                &quot;in rare cases, you may provide a longer response.&quot; </span>
</span><span id="line-231"><span class="s1">            &#39;&#39;&#39;</span><span class="p">,</span>
</span><span id="line-232">            <span class="s2">&quot;routine&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;&#39;&#39;</span>
</span><span id="line-233"><span class="s1">            &quot;</span><span class="si">{</span><span class="n">routine</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-234"><span class="s1">            &#39;&#39;&#39;</span><span class="p">,</span>
</span><span id="line-235">            <span class="s2">&quot;tool&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;&#39;&#39;</span>
</span><span id="line-236"><span class="s1">                &quot;You have the following tools available: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">get_tool_names</span><span class="p">()</span><span class="si">}</span><span class="s1">&quot;</span>
</span><span id="line-237"><span class="s1">            &#39;&#39;&#39;</span><span class="p">,</span>
</span><span id="line-238">            
</span><span id="line-239">            <span class="s2">&quot;closing&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;&#39;&#39;</span>
</span><span id="line-240"><span class="s1">                response base on the following conversation: </span>
</span><span id="line-241"><span class="s1">                </span><span class="si">{</span><span class="n">recent_memory</span><span class="si">}</span>
</span><span id="line-242"><span class="s1">            &#39;&#39;&#39;</span>
</span><span id="line-243">        <span class="p">}</span>
</span><span id="line-244">        <span class="c1"># add all the templates together</span>
</span><span id="line-245">        <span class="n">template</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="line-246">        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">templates</span><span class="p">:</span>
</span><span id="line-247">            <span class="n">template</span> <span class="o">+=</span> <span class="n">templates</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
</span><span id="line-248">        <span class="k">return</span> <span class="n">template</span>
</span><span id="line-249">        
<div class="viewcode-block" id="AbstractAgent.decompose_task">
<a class="viewcode-back" href="../../../api/agent.html#isek.agent.abstract_agent.AbstractAgent.decompose_task">[docs]</a>
</span><span id="line-250">    <span class="k">def</span><span class="w"> </span><span class="nf">decompose_task</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">command</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="line-251"><span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="line-252"><span class="sd">        Decomposes a given command or task into a list of subtasks using the LLM.</span>
</span><span id="line-253">
</span><span id="line-254"><span class="sd">        This method prompts the language model to break down a complex task</span>
</span><span id="line-255"><span class="sd">        into a list of high-level subtasks. The subtasks are expected to be</span>
</span><span id="line-256"><span class="sd">        returned by the model as a Python list string.</span>
</span><span id="line-257">
</span><span id="line-258"><span class="sd">        :param command: The command or task to be decomposed.</span>
</span><span id="line-259"><span class="sd">        :type command: str</span>
</span><span id="line-260"><span class="sd">        :return: A string representation of a list of subtasks</span>
</span><span id="line-261"><span class="sd">                 (e.g., &#39;[&quot;Subtask 1&quot;, &quot;Subtask 2&quot;]&#39;).</span>
</span><span id="line-262"><span class="sd">        :rtype: str</span>
</span><span id="line-263"><span class="sd">        &quot;&quot;&quot;</span>
</span><span id="line-264">        <span class="n">task_decomposer_template</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
</span><span id="line-265"><span class="s2">        As a Task Decomposer, your objective is to divide the given task into high level subtasks.</span>
</span><span id="line-266"><span class="s2">        You have been provided with the following objective:</span>
</span><span id="line-267"><span class="s2">        </span><span class="si">{</span><span class="n">command</span><span class="si">}</span>
</span><span id="line-268">
</span><span id="line-269"><span class="s2">        Please format the subtasks as a python list with 3 or less tasks, each tasks contains less than 10 words, as demonstrated below, output nothing else:</span>
</span><span id="line-270"><span class="s2">        [&quot;Subtask 1&quot;, &quot;Subtask 2&quot;, &quot;Subtask 3&quot;]</span>
</span><span id="line-271"><span class="s2">        </span>
</span><span id="line-272"><span class="s2">        Each subtask should be concise, concrete, and achievable.</span>
</span><span id="line-273"><span class="s2">        Ensure that the task plan is created without asking any questions.</span>
</span><span id="line-274"><span class="s2">        Be specific and clear.</span>
</span><span id="line-275"><span class="s2">        &quot;&quot;&quot;</span>
</span><span id="line-276">        <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
</span><span id="line-277">                <span class="n">messages</span><span class="o">=</span><span class="p">[{</span><span class="s2">&quot;role&quot;</span><span class="p">:</span> <span class="s2">&quot;system&quot;</span><span class="p">,</span> <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="n">task_decomposer_template</span><span class="p">}],</span>
</span><span id="line-278">                <span class="n">systems</span><span class="o">=</span><span class="p">[],</span>
</span><span id="line-279">                <span class="n">tool_schemas</span><span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="line-280">            <span class="p">)</span><span class="o">.</span><span class="n">choices</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">message</span>
</span><span id="line-281">
</span><span id="line-282">        <span class="c1"># parse the response to get the subtasks</span>
</span><span id="line-283">        <span class="n">subtasks_str</span> <span class="o">=</span> <span class="n">response</span><span class="o">.</span><span class="n">content</span>
</span><span id="line-284">        <span class="k">try</span><span class="p">:</span>
</span><span id="line-285">            <span class="n">subtasks</span> <span class="o">=</span> <span class="nb">eval</span><span class="p">(</span><span class="n">subtasks_str</span><span class="p">)</span> <span class="c1"># Potential security risk with eval</span>
</span><span id="line-286">            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">subtasks</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
</span><span id="line-287">                <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">] Subtask decomposition did not return a list: </span><span class="si">{</span><span class="n">subtasks_str</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="line-288">                <span class="k">return</span> <span class="nb">str</span><span class="p">([])</span> <span class="c1"># Return empty list string on failure</span>
</span><span id="line-289">        <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="line-290">            <span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">] Error parsing subtasks: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">. Response was: </span><span class="si">{</span><span class="n">subtasks_str</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="line-291">            <span class="k">return</span> <span class="nb">str</span><span class="p">([])</span> <span class="c1"># Return empty list string on error</span>
</span><span id="line-292">
</span><span id="line-293">        <span class="c1"># for subtask in subtasks:</span>
</span><span id="line-294">        <span class="c1">#   self.memory_manager.create_task(subtask)</span>
</span><span id="line-295">        <span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">persona</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">] Subtasks: </span><span class="si">{</span><span class="n">subtasks</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="line-296">        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">subtasks</span><span class="p">)</span></div>
</div>

</span></code></pre></div>
    </div></div>
        </main>
      </div>
    </div><footer class="py-6 border-t border-border md:py-0">
    <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
      <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, ISEK Team&nbsp;Built with <a class="font-medium underline underline-offset-4"
    href="https://www.sphinx-doc.org"
    rel="noreferrer">Sphinx 8.1.3</a></p>
</div>
</div>
</footer>
  </div>
  
    <script src="../../../_static/documentation_options.js?v=2ed17a75"></script>
    <script src="../../../_static/doctools.js?v=9bcbadda"></script>
    <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
    <script defer="defer" src="../../../_static/theme.js?v=073f68d9"></script>
  
</body>
</html>